Orchestrate Extended Thinking and Adaptive Reasoning

Configure your CrewAI agents to exhibit extended thinking. This involves defining sequential steps or conditional logic within agent tasks that allow for iterative refinement of recommendations. Implement a mechanism (e.g., using tool calls or LLM self-reflection) to adapt the 'reasoning budget' – allowing agents to spend more 'thought' cycles on particularly complex or ambiguous parts of the query, potentially leading to multiple rounds of internal deliberation.